{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "52869993",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "rcParams[\"font.size\"] = 15"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8432acf",
   "metadata": {},
   "source": [
    "## load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "286c94e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import joblib\n",
    "[params, spec_list] = joblib.load(\"/Users/cham/PycharmProjects/spectroscopy/stellar_parameters/demo_slam/slamplus_test_data.dump\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef4be403",
   "metadata": {},
   "source": [
    "## Teff-logg distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b12b4696",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Teff-logg\n",
    "from astropy.table import Table\n",
    "fig = figure(figsize(8, 6))\n",
    "scatter(params[\"teff\"], params[\"logg\"], s=30, c=params[\"feh\"], marker=\"o\", edgecolors=\"k\", alpha=.8, cmap=cm.jet, vmin=-1, vmax=0.5)\n",
    "c = colorbar()\n",
    "c.set_label(\"[Fe/H] [dex]\")\n",
    "grid(True)\n",
    "xlim(9000, 3000)\n",
    "ylim(5.5,0.5)\n",
    "xlabel(\"$T_\\mathrm{eff}$ [K]\")\n",
    "ylabel(\"$\\log{g}$ [dex]\")\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9fbd8665",
   "metadata": {},
   "source": [
    "## view spectra"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ba69b01f",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Normalized Flux')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from laspec.mrs import MrsSpec\n",
    "ms = spec_list[0]\n",
    "fig = figure(figsize=(12, 6))\n",
    "ms.plot_norm()\n",
    "grid(True)\n",
    "xlabel(\"$\\lambda$ [$\\mathrm{\\AA}$]\")\n",
    "ylabel(\"Normalized Flux\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12785469",
   "metadata": {},
   "source": [
    "## normalize & interpolate spectra"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e1140576",
   "metadata": {},
   "outputs": [],
   "source": [
    "# define wavelength\n",
    "wave = np.arange(4000, 5800, 1.)\n",
    "npix = len(wave)\n",
    "nobs = len(params)\n",
    "# interpolate spectra\n",
    "flux_norm = np.array([np.interp(wave, ms.wave/(1+params[\"rv\"][i]/299792.458), ms.flux_norm) for i,ms in enumerate(spec_list)])\n",
    "ivar_norm = np.array([np.interp(wave, ms.wave/(1+params[\"rv\"][i]/299792.458), ms.flux_norm_err**-2) for i,ms in enumerate(spec_list)])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d0f30bd5",
   "metadata": {},
   "source": [
    "## train SLAM+ (~10min, converge to mae=0.0232)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e95cbb2a",
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "from laspec.slamplus import SlamPlus\n",
    "# initialize slam plus (s)\n",
    "\n",
    "from laspec.slamplus import SlamPlus\n",
    "# initialize slam plus (s)\n",
    "s = SlamPlus(flux_norm, np.array(params[\"teff\", \"logg\", \"feh\"].to_pandas()), wave=wave)\n",
    "# initialize NN model\n",
    "s.initialize(nhidden=(100, 300))\n",
    "# train the model and generate slam predictor (sp)\n",
    "sp = s.train(loss=\"mae\", batch_size=50, learning_rate=1e-4, epochs=10000, test_size=0.1,\n",
    "             factor_reducelronplateau=0.5, patience_reducelronplateau=50, patience_earlystopping=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "603c91a0",
   "metadata": {},
   "source": [
    "## the learning curve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "53767d9c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f8321311670>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure()\n",
    "semilogy(s.history.history[\"mae\"], label=\"mae\")\n",
    "semilogy(s.history.history[\"val_mae\"], label=\"val_mae\")\n",
    "semilogy(s.history.history[\"mse\"], label=\"mse\")\n",
    "semilogy(s.history.history[\"val_mse\"], label=\"val_mse\")\n",
    "title(\"learning curve\")\n",
    "xlabel(\"Epoch\")\n",
    "ylabel(\"Metrics\")\n",
    "legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "468c0b90",
   "metadata": {},
   "source": [
    "## fitting performance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "7aad4214",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = figure(figsize=(16, 10))\n",
    "for i in range(10):\n",
    "    plot(sp.wave, s.tr_flux[i]+i, color=\"tab:red\")\n",
    "    plot(sp.wave, sp.predict_one_spectrum(s.tr_label[i])+i, color=\"tab:blue\")\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a51b5f5",
   "metadata": {},
   "source": [
    "## speed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "758b2817",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.36 ms ± 567 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n"
     ]
    }
   ],
   "source": [
    "%%timeit\n",
    "sp.predict_one_spectrum(s.tr_label[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13988621",
   "metadata": {},
   "source": [
    "## predict labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "314ac8e6",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=8)]: Using backend LokyBackend with 8 concurrent workers.\n",
      "[Parallel(n_jobs=8)]: Done  10 tasks      | elapsed:    3.8s\n",
      "[Parallel(n_jobs=8)]: Done  36 tasks      | elapsed:    5.0s\n",
      "[Parallel(n_jobs=8)]: Done 106 tasks      | elapsed:    5.7s\n",
      "[Parallel(n_jobs=8)]: Done 176 tasks      | elapsed:    6.4s\n",
      "[Parallel(n_jobs=8)]: Done 266 tasks      | elapsed:    7.7s\n",
      "[Parallel(n_jobs=8)]: Done 356 tasks      | elapsed:    9.2s\n",
      "[Parallel(n_jobs=8)]: Done 466 tasks      | elapsed:   10.8s\n",
      "[Parallel(n_jobs=8)]: Done 576 tasks      | elapsed:   12.2s\n",
      "[Parallel(n_jobs=8)]: Done 706 tasks      | elapsed:   14.2s\n",
      "[Parallel(n_jobs=8)]: Done 836 tasks      | elapsed:   15.8s\n",
      "[Parallel(n_jobs=8)]: Done 932 tasks      | elapsed:   17.2s\n",
      "[Parallel(n_jobs=8)]: Done 956 tasks      | elapsed:   17.7s\n",
      "[Parallel(n_jobs=8)]: Done 1000 out of 1000 | elapsed:   17.9s finished\n"
     ]
    }
   ],
   "source": [
    "from astropy.table import Table\n",
    "xpred,_ = sp.curve_fit_multiple(s.tr_flux, method=\"trf\", n_jobs=8)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df6d0fd5",
   "metadata": {},
   "source": [
    "## diagnal plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "94b651b7",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 691.2x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from slam.diagnostic import compare_labels\n",
    "fig = compare_labels(s.tr_label, xpred, labelname1=\"INPUT\", labelname2=\"SLAM+\",)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "061053f7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gaussian fitted sigam for Teff: 32.829440227649215\n",
      "Gaussian fitted sigam for logg: 0.05104312791002727\n",
      "Gaussian fitted sigam for [Fe/H]: 0.044575759970636404\n"
     ]
    }
   ],
   "source": [
    "from laspec.analysis import GA\n",
    "\n",
    "xres = xpred-s.tr_label\n",
    "ga_teff = GA(xres[:,0], np.arange(-1000, 1000, 10), initial_guess=\"auto\", method=\"Nelder-Mead\", robust=False)\n",
    "print(\"Gaussian fitted sigam for Teff:\", ga_teff.sigma)\n",
    "\n",
    "ga_logg = GA(xres[:,1], np.arange(-2, 2, .05), initial_guess=\"auto\", robust=False)\n",
    "print(\"Gaussian fitted sigam for logg:\", ga_logg.sigma)\n",
    "\n",
    "ga_feh = GA(xres[:,2], np.arange(-2, 2, .05), initial_guess=\"auto\", robust=False)\n",
    "print(\"Gaussian fitted sigam for [Fe/H]:\", ga_feh.sigma)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "434ac714",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
